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Doc-to-Node Generator

Menu path: Hellixia > Document Analysis > Doc-to-Node Generator

What it does

Creates one node per selected Knowledge File and can learn a Semantic Network across the resulting document nodes.

Treat Hellixia output as a structured starting point for analyst review, expert refinement, learning, inference, or communication. Generated causal directions and quantification should be checked before they are used operationally.

When to use it

  • Multi-document corpora
  • Document-level semantic maps

Inputs

  • Selected Knowledge Files

Outputs

  • Document nodes
  • Comments containing file content
  • Optional embeddings
  • Optional Semantic Network

Step-by-Step Workflow

  1. Prepare the network, source material, selected nodes, selected arcs, or Knowledge Files required by the function.
  2. Confirm that Hellixia provider settings and model access are configured.
  3. Open Hellixia > Document Analysis > Doc-to-Node Generator.
  4. Review the available options and add General Context when the model needs domain-specific guidance.
  5. Run the function and inspect the generated graph, comments, priors, embeddings, translations, or images.
  6. Edit the output in BayesiaLab before using it for analysis, publication, or decision support.

Review Guidance

Check whether the generated labels, relationships, comments, classes, probabilities, or causal effects match the source material and expert understanding. For causal outputs, verify that the proposed direction and mechanism are plausible and that no important confounder or alternative explanation has been hidden by the generated structure.